Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	7405
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	184.0 B

Variable types

Numeric	20
Categorical	2

Alerts

`IMPOSTO SOBRE EXPORTAÇÃO` is highly skewed (γ1 = 43.95221363)	Skewed
`UF` is uniformly distributed	Uniform
`IRPF` has unique values	Unique
`IRPJ - DEMAIS EMPRESAS` has unique values	Unique
`IRRF - RENDIMENTOS DO TRABALHO` has unique values	Unique
`TOTAL_ARRECADADO` has unique values	Unique
`IMPOSTO SOBRE EXPORTAÇÃO` has 767 (10.4%) zeros	Zeros
`IPI - FUMO` has 2943 (39.7%) zeros	Zeros
`IPI - BEBIDAS` has 604 (8.2%) zeros	Zeros
`IPI - AUTOMÓVEIS` has 3073 (41.5%) zeros	Zeros
`IPI - VINCULADO À IMPORTACAO` has 524 (7.1%) zeros	Zeros
`IRPJ - ENTIDADES FINANCEIRAS` has 614 (8.3%) zeros	Zeros
`IRRF - REMESSAS P/ EXTERIOR` has 167 (2.3%) zeros	Zeros
`CPMF` has 3904 (52.7%) zeros	Zeros
`COFINS` has 6541 (88.3%) zeros	Zeros

Reproduction

Analysis started	2024-06-24 15:16:30.556459
Analysis finished	2024-06-24 15:16:48.501854
Duration	17.95 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Ano
Real number (ℝ)

Distinct	24
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2012.2258

Minimum	2000
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	115.7 KiB

Quantile statistics

Minimum	2000
5-th percentile	2001
Q1	2007
median	2012
Q3	2018
95-th percentile	2023
Maximum	2024
Range	24
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.7673629
Coefficient of variation (CV)	0.003363123
Kurtosis	-1.1032684
Mean	2012.2258
Median Absolute Deviation (MAD)	6
Skewness	-0.074840197
Sum	14900532
Variance	45.797201
Monotonicity	Increasing

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
2000	324	4.4%
2014	324	4.4%
2023	324	4.4%
2022	324	4.4%
2021	324	4.4%
2020	324	4.4%
2019	324	4.4%
2018	324	4.4%
2017	324	4.4%
2016	324	4.4%
Other values (14)	4165	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	324	4.4%
2001	216	2.9%
2003	324	4.4%
2004	304	4.1%
2005	324	4.4%
2006	324	4.4%
2007	324	4.4%
2008	324	4.4%
2009	324	4.4%
2010	324	4.4%

Value	Count	Frequency (%)
2024	81	1.1%
2023	324	4.4%
2022	324	4.4%
2021	324	4.4%
2020	324	4.4%
2019	324	4.4%
2018	324	4.4%
2017	324	4.4%
2016	324	4.4%
2015	324	4.4%

Mês
Categorical

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	115.7 KiB

Fevereiro	639
Março	639
Janeiro	619
Abril	612
Maio	612
Other values (7)	4284

Length

Max length	9
Median length	8
Mean length	6.421472
Min length	4

Characters and Unicode

Total characters	47551
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Janeiro
2nd row	Janeiro
3rd row	Janeiro
4th row	Janeiro
5th row	Janeiro

Common Values

Value	Count	Frequency (%)
Fevereiro	639	8.6%
Março	639	8.6%
Janeiro	619	8.4%
Abril	612	8.3%
Maio	612	8.3%
Junho	612	8.3%
Julho	612	8.3%
Agosto	612	8.3%
Setembro	612	8.3%
Outubro	612	8.3%
Other values (2)	1224	16.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
fevereiro	639	8.6%
março	639	8.6%
janeiro	619	8.4%
abril	612	8.3%
maio	612	8.3%
junho	612	8.3%
julho	612	8.3%
agosto	612	8.3%
setembro	612	8.3%
outubro	612	8.3%
Other values (2)	1224	16.5%

Most occurring characters

Value	Count	Frequency (%)
o	8017	16.9%
r	5596	11.8%
e	5596	11.8%
b	3060	6.4%
i	2482	5.2%
u	2448	5.1%
a	1870	3.9%
J	1843	3.9%
t	1836	3.9%
m	1836	3.9%
Other values (15)	12967	27.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47551	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	8017	16.9%
r	5596	11.8%
e	5596	11.8%
b	3060	6.4%
i	2482	5.2%
u	2448	5.1%
a	1870	3.9%
J	1843	3.9%
t	1836	3.9%
m	1836	3.9%
Other values (15)	12967	27.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47551	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	8017	16.9%
r	5596	11.8%
e	5596	11.8%
b	3060	6.4%
i	2482	5.2%
u	2448	5.1%
a	1870	3.9%
J	1843	3.9%
t	1836	3.9%
m	1836	3.9%
Other values (15)	12967	27.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47551	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	8017	16.9%
r	5596	11.8%
e	5596	11.8%
b	3060	6.4%
i	2482	5.2%
u	2448	5.1%
a	1870	3.9%
J	1843	3.9%
t	1836	3.9%
m	1836	3.9%
Other values (15)	12967	27.3%

UF
Categorical

UNIFORM

Distinct	27
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	115.7 KiB

AC	278
MA	278
GO	278
AM	278
AP	278
Other values (22)	6015

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	14810
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AC
2nd row	AL
3rd row	AM
4th row	AP
5th row	BA

Common Values

Value	Count	Frequency (%)
AC	278	3.8%
MA	278	3.8%
GO	278	3.8%
AM	278	3.8%
AP	278	3.8%
BA	278	3.8%
MG	278	3.8%
DF	278	3.8%
ES	278	3.8%
CE	278	3.8%
Other values (17)	4625	62.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ac	278	3.8%
pa	278	3.8%
ms	278	3.8%
pr	278	3.8%
pi	278	3.8%
pe	278	3.8%
ma	278	3.8%
al	278	3.8%
mt	278	3.8%
pb	278	3.8%
Other values (17)	4625	62.5%

Most occurring characters

Value	Count	Frequency (%)
A	1946	13.1%
P	1935	13.1%
R	1878	12.7%
S	1624	11.0%
M	1390	9.4%
E	1101	7.4%
C	823	5.6%
O	812	5.5%
G	556	3.8%
B	556	3.8%
Other values (7)	2189	14.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14810	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1946	13.1%
P	1935	13.1%
R	1878	12.7%
S	1624	11.0%
M	1390	9.4%
E	1101	7.4%
C	823	5.6%
O	812	5.5%
G	556	3.8%
B	556	3.8%
Other values (7)	2189	14.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14810	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1946	13.1%
P	1935	13.1%
R	1878	12.7%
S	1624	11.0%
M	1390	9.4%
E	1101	7.4%
C	823	5.6%
O	812	5.5%
G	556	3.8%
B	556	3.8%
Other values (7)	2189	14.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14810	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1946	13.1%
P	1935	13.1%
R	1878	12.7%
S	1624	11.0%
M	1390	9.4%
E	1101	7.4%
C	823	5.6%
O	812	5.5%
G	556	3.8%
B	556	3.8%
Other values (7)	2189	14.8%

IMPOSTO SOBRE IMPORTAÇÃO
Real number (ℝ)

Distinct	7382
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	90442421

Minimum	-591595
Maximum	2.7952883 × 10⁹
Zeros	20
Zeros (%)	0.3%
Negative	4
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-591595
5-th percentile	3606.616
Q1	191846
median	5073299.8
Q3	62832349
95-th percentile	4.0379662 × 10⁸
Maximum	2.7952883 × 10⁹
Range	2.7958799 × 10⁹
Interquartile range (IQR)	62640503

Descriptive statistics

Standard deviation	2.6289687 × 10⁸
Coefficient of variation (CV)	2.9067872
Kurtosis	32.449276
Mean	90442421
Median Absolute Deviation (MAD)	5069155.8
Skewness	5.3085806
Sum	6.6972613 × 10¹¹
Variance	6.9114766 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	0.3%
346754	2	< 0.1%
272	2	< 0.1%
94	2	< 0.1%
0.27	2	< 0.1%
80624455.01	1	< 0.1%
167342.98	1	< 0.1%
713788.2	1	< 0.1%
30093970.11	1	< 0.1%
231	1	< 0.1%
Other values (7372)	7372	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-591595	1	< 0.1%
-179256.56	1	< 0.1%
-5357	1	< 0.1%
-3672	1	< 0.1%
0	20	0.3%
0.18	1	< 0.1%
0.24	1	< 0.1%
0.27	2	< 0.1%
0.35	1	< 0.1%
0.52	1	< 0.1%

Value	Count	Frequency (%)
2795288310	1	< 0.1%
2576983664	1	< 0.1%
2486881748	1	< 0.1%
2448990126	1	< 0.1%
2432077264	1	< 0.1%
2418310416	1	< 0.1%
2416954418	1	< 0.1%
2404819436	1	< 0.1%
2365364831	1	< 0.1%
2352186885	1	< 0.1%

IMPOSTO SOBRE EXPORTAÇÃO
Real number (ℝ)

SKEWED ZEROS

Distinct	5911
Distinct (%)	79.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	676174.76

Minimum	-3379762
Maximum	1.2069438 × 10⁹
Zeros	767
Zeros (%)	10.4%
Negative	1770
Negative (%)	23.9%
Memory size	115.7 KiB

Quantile statistics

Minimum	-3379762
5-th percentile	-253.664
Q1	0
median	443.23
Q3	10257.95
95-th percentile	441608.4
Maximum	1.2069438 × 10⁹
Range	1.2103235 × 10⁹
Interquartile range (IQR)	10257.95

Descriptive statistics

Standard deviation	22305627
Coefficient of variation (CV)	32.987962
Kurtosis	2029.0122
Mean	676174.76
Median Absolute Deviation (MAD)	623.43
Skewness	43.952214
Sum	5.0070741 × 10⁹
Variance	4.9754101 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	767	10.4%
10	31	0.4%
-1	20	0.3%
-2	18	0.2%
13	18	0.2%
12	17	0.2%
14	14	0.2%
15	13	0.2%
18	11	0.1%
17	10	0.1%
Other values (5901)	6486	87.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3379762	1	< 0.1%
-915595.88	1	< 0.1%
-843667	1	< 0.1%
-810594.46	1	< 0.1%
-509835	1	< 0.1%
-167979.53	1	< 0.1%
-153868.69	1	< 0.1%
-151357.41	1	< 0.1%
-138164.3	1	< 0.1%
-103932.27	1	< 0.1%

Value	Count	Frequency (%)
1206943782	1	< 0.1%
917581499.6	1	< 0.1%
899717250.1	1	< 0.1%
701867577	1	< 0.1%
202101249.1	1	< 0.1%
133775906.7	1	< 0.1%
114082348.4	1	< 0.1%
99657204.88	1	< 0.1%
31327267.91	1	< 0.1%
30684772.7	1	< 0.1%

IPI - FUMO
Real number (ℝ)

ZEROS

Distinct	4361
Distinct (%)	58.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12572852

Minimum	-43291858
Maximum	8.9447763 × 10⁸
Zeros	2943
Zeros (%)	39.7%
Negative	6
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-43291858
5-th percentile	0
Q1	0
median	26031
Q3	1799103
95-th percentile	60187352
Maximum	8.9447763 × 10⁸
Range	9.3776949 × 10⁸
Interquartile range (IQR)	1799103

Descriptive statistics

Standard deviation	53385439
Coefficient of variation (CV)	4.2460882
Kurtosis	53.151865
Mean	12572852
Median Absolute Deviation (MAD)	26031
Skewness	6.5697858
Sum	9.3101968 × 10¹⁰
Variance	2.8500051 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2943	39.7%
60.11	34	0.5%
320.69	12	0.2%
7.26	7	0.1%
6840	5	0.1%
100	5	0.1%
182.81	5	0.1%
4560	5	0.1%
840	4	0.1%
1140	4	0.1%
Other values (4351)	4381	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43291858.2	1	< 0.1%
-16632674	1	< 0.1%
-1023914	1	< 0.1%
-797349	1	< 0.1%
-680	1	< 0.1%
-393.71	1	< 0.1%
0	2943	39.7%
2.99	1	< 0.1%
7.26	7	0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
894477627	1	< 0.1%
726381115	1	< 0.1%
660450316.7	1	< 0.1%
653634002	1	< 0.1%
575289369	1	< 0.1%
568819463.4	1	< 0.1%
564981441	1	< 0.1%
533130476.6	1	< 0.1%
521846903.4	1	< 0.1%
516544807.5	1	< 0.1%

IPI - BEBIDAS
Real number (ℝ)

ZEROS

Distinct	6799
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7843366.9

Minimum	-10797231
Maximum	1.4564511 × 10⁸
Zeros	604
Zeros (%)	8.2%
Negative	3
Negative (%)	< 0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-10797231
5-th percentile	0
Q1	444835.48
median	2825576
Q3	8701250.5
95-th percentile	32993859
Maximum	1.4564511 × 10⁸
Range	1.5644234 × 10⁸
Interquartile range (IQR)	8256415

Descriptive statistics

Standard deviation	14269879
Coefficient of variation (CV)	1.8193563
Kurtosis	18.196837
Mean	7843366.9
Median Absolute Deviation (MAD)	2767777.5
Skewness	3.8148332
Sum	5.8080132 × 10¹⁰
Variance	2.0362944 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	604	8.2%
780	2	< 0.1%
823	2	< 0.1%
3557	2	< 0.1%
58253.76	1	< 0.1%
501485.27	1	< 0.1%
15652503.83	1	< 0.1%
7729.88	1	< 0.1%
193223.33	1	< 0.1%
565139.58	1	< 0.1%
Other values (6789)	6789	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10797231	1	< 0.1%
-3797536	1	< 0.1%
-95.01	1	< 0.1%
0	604	8.2%
13.63	1	< 0.1%
20.4	1	< 0.1%
30.6	1	< 0.1%
33	1	< 0.1%
40.42	1	< 0.1%
61.18	1	< 0.1%

Value	Count	Frequency (%)
145645112.6	1	< 0.1%
133996570	1	< 0.1%
133604881.2	1	< 0.1%
132778835.4	1	< 0.1%
125217654	1	< 0.1%
115006780.9	1	< 0.1%
112619720	1	< 0.1%
110193285.4	1	< 0.1%
108822729	1	< 0.1%
108105884	1	< 0.1%

IPI - AUTOMÓVEIS
Real number (ℝ)

ZEROS

Distinct	4104
Distinct (%)	55.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11911571

Minimum	-5424603.3
Maximum	3.4766857 × 10⁸
Zeros	3073
Zeros (%)	41.5%
Negative	7
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-5424603.3
5-th percentile	0
Q1	0
median	3620
Q3	1393911
95-th percentile	70899002
Maximum	3.4766857 × 10⁸
Range	3.5309317 × 10⁸
Interquartile range (IQR)	1393911

Descriptive statistics

Standard deviation	34938334
Coefficient of variation (CV)	2.9331424
Kurtosis	21.462581
Mean	11911571
Median Absolute Deviation (MAD)	3620
Skewness	4.3281411
Sum	8.8205181 × 10¹⁰
Variance	1.2206871 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3073	41.5%
155	24	0.3%
60.04	18	0.2%
115	17	0.2%
30	15	0.2%
71	14	0.2%
253.04	13	0.2%
25239.36	10	0.1%
6385.47	10	0.1%
75	10	0.1%
Other values (4094)	4201	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5424603.3	1	< 0.1%
-1454896.09	1	< 0.1%
-683502	1	< 0.1%
-538308.36	1	< 0.1%
-223003	1	< 0.1%
-6484	1	< 0.1%
-1977.37	1	< 0.1%
0	3073	41.5%
10	5	0.1%
13.3	1	< 0.1%

Value	Count	Frequency (%)
347668565.9	1	< 0.1%
346669851.7	1	< 0.1%
288739237	1	< 0.1%
287028935.3	1	< 0.1%
276687114.8	1	< 0.1%
273868775.4	1	< 0.1%
272996515.7	1	< 0.1%
271900897.4	1	< 0.1%
268493463	1	< 0.1%
264567969.7	1	< 0.1%

IPI - VINCULADO À IMPORTACAO
Real number (ℝ)

ZEROS

Distinct	6817
Distinct (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42375586

Minimum	0
Maximum	1.1521469 × 10⁹
Zeros	524
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	115.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	133013.76
median	2017171
Q3	35159042
95-th percentile	1.9362425 × 10⁸
Maximum	1.1521469 × 10⁹
Range	1.1521469 × 10⁹
Interquartile range (IQR)	35026028

Descriptive statistics

Standard deviation	1.0619695 × 10⁸
Coefficient of variation (CV)	2.506088
Kurtosis	26.199396
Mean	42375586
Median Absolute Deviation (MAD)	2017171
Skewness	4.6132952
Sum	3.1379121 × 10¹¹
Variance	1.1277792 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	524	7.1%
918.23	19	0.3%
12968.03	14	0.2%
4328.32	8	0.1%
437.99	6	0.1%
10	4	0.1%
2018.65	3	< 0.1%
98	2	< 0.1%
3136.04	2	< 0.1%
36410.18	2	< 0.1%
Other values (6807)	6821	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	524	7.1%
3	1	< 0.1%
5	1	< 0.1%
7.2	1	< 0.1%
8	1	< 0.1%
10	4	0.1%
11.14	1	< 0.1%
13	1	< 0.1%
14.16	1	< 0.1%
14.82	1	< 0.1%

Value	Count	Frequency (%)
1152146874	1	< 0.1%
1091502050	1	< 0.1%
1071842066	1	< 0.1%
1033096749	1	< 0.1%
992679037.3	1	< 0.1%
981389621.3	1	< 0.1%
978509769.7	1	< 0.1%
975560711.8	1	< 0.1%
954352343.1	1	< 0.1%
948964700	1	< 0.1%

IPI - OUTROS
Real number (ℝ)

Distinct	7403
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58700924

Minimum	-3485777.1
Maximum	1.6660526 × 10⁹
Zeros	1
Zeros (%)	< 0.1%
Negative	7
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-3485777.1
5-th percentile	21953.192
Q1	1488339
median	4544201.6
Q3	44778576
95-th percentile	2.0960997 × 10⁸
Maximum	1.6660526 × 10⁹
Range	1.6695384 × 10⁹
Interquartile range (IQR)	43290237

Descriptive statistics

Standard deviation	1.6573651 × 10⁸
Coefficient of variation (CV)	2.8234056
Kurtosis	27.943967
Mean	58700924
Median Absolute Deviation (MAD)	4421879.6
Skewness	5.0391029
Sum	4.3468034 × 10¹¹
Variance	2.7468592 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5572	2	< 0.1%
9050	2	< 0.1%
1558	1	< 0.1%
2594309.72	1	< 0.1%
914450922.1	1	< 0.1%
4951257.67	1	< 0.1%
118985776.6	1	< 0.1%
121591937.5	1	< 0.1%
17583.08	1	< 0.1%
1780247.63	1	< 0.1%
Other values (7393)	7393	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3485777.06	1	< 0.1%
-3264033	1	< 0.1%
-3067198.52	1	< 0.1%
-2291920.37	1	< 0.1%
-34206	1	< 0.1%
-7871	1	< 0.1%
-4169.42	1	< 0.1%
0	1	< 0.1%
312.1	1	< 0.1%
1006	1	< 0.1%

Value	Count	Frequency (%)
1666052600	1	< 0.1%
1654772393	1	< 0.1%
1583899038	1	< 0.1%
1520479816	1	< 0.1%
1482288138	1	< 0.1%
1361877106	1	< 0.1%
1357775562	1	< 0.1%
1349707454	1	< 0.1%
1320541053	1	< 0.1%
1293717225	1	< 0.1%

IRPF
Real number (ℝ)

UNIQUE

Distinct	7405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78203699

Minimum	67719
Maximum	5.2992448 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	115.7 KiB

Quantile statistics

Minimum	67719
5-th percentile	799091.2
Q1	4704077
median	16179021
Q3	53251965
95-th percentile	3.5232608 × 10⁸
Maximum	5.2992448 × 10⁹
Range	5.2991771 × 10⁹
Interquartile range (IQR)	48547888

Descriptive statistics

Standard deviation	2.2769979 × 10⁸
Coefficient of variation (CV)	2.9116242
Kurtosis	116.18524
Mean	78203699
Median Absolute Deviation (MAD)	13952539
Skewness	8.5356109
Sum	5.7909839 × 10¹¹
Variance	5.1847192 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
177197	1	< 0.1%
778361350.7	1	< 0.1%
69551370.23	1	< 0.1%
158247692.7	1	< 0.1%
4198960.04	1	< 0.1%
11125549.97	1	< 0.1%
22525203.9	1	< 0.1%
325181969.8	1	< 0.1%
117564013	1	< 0.1%
16058129.81	1	< 0.1%
Other values (7395)	7395	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67719	1	< 0.1%
69453	1	< 0.1%
80074	1	< 0.1%
84094	1	< 0.1%
87131	1	< 0.1%
94599	1	< 0.1%
114716	1	< 0.1%
121721	1	< 0.1%
124781	1	< 0.1%
126206	1	< 0.1%

Value	Count	Frequency (%)
5299244801	1	< 0.1%
4806777728	1	< 0.1%
4083826684	1	< 0.1%
3459117027	1	< 0.1%
3197791235	1	< 0.1%
3168603820	1	< 0.1%
2942153033	1	< 0.1%
2719045366	1	< 0.1%
2622912827	1	< 0.1%
2385029848	1	< 0.1%

IRPJ - ENTIDADES FINANCEIRAS
Real number (ℝ)

ZEROS

Distinct	6727
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50112988

Minimum	-8099952.9
Maximum	7.7296189 × 10⁹
Zeros	614
Zeros (%)	8.3%
Negative	55
Negative (%)	0.7%
Memory size	115.7 KiB

Quantile statistics

Minimum	-8099952.9
5-th percentile	0
Q1	4815
median	300673.43
Q3	9014015.7
95-th percentile	2.4718369 × 10⁸
Maximum	7.7296189 × 10⁹
Range	7.7377188 × 10⁹
Interquartile range (IQR)	9009200.7

Descriptive statistics

Standard deviation	2.3581287 × 10⁸
Coefficient of variation (CV)	4.7056239
Kurtosis	247.21483
Mean	50112988
Median Absolute Deviation (MAD)	300673.43
Skewness	12.280312
Sum	3.7108667 × 10¹¹
Variance	5.5607711 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	614	8.3%
169	3	< 0.1%
1517	3	< 0.1%
77	3	< 0.1%
591	3	< 0.1%
123	3	< 0.1%
6129	2	< 0.1%
872	2	< 0.1%
2336	2	< 0.1%
8464	2	< 0.1%
Other values (6717)	6768	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8099952.92	1	< 0.1%
-3140682	1	< 0.1%
-2263798.08	1	< 0.1%
-768076.84	1	< 0.1%
-470737	1	< 0.1%
-306415.73	1	< 0.1%
-222111	1	< 0.1%
-201909	1	< 0.1%
-198388.82	1	< 0.1%
-194368.49	1	< 0.1%

Value	Count	Frequency (%)
7729618874	1	< 0.1%
4866718247	1	< 0.1%
3965647816	1	< 0.1%
3894755872	1	< 0.1%
3866010419	1	< 0.1%
3747430136	1	< 0.1%
3632980142	1	< 0.1%
2968318005	1	< 0.1%
2939585625	1	< 0.1%
2837593862	1	< 0.1%

IRPJ - DEMAIS EMPRESAS
Real number (ℝ)

UNIQUE

Distinct	7405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2900635 × 10⁸

Minimum	289754
Maximum	2.2938669 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	115.7 KiB

Quantile statistics

Minimum	289754
5-th percentile	2256759.9
Q1	12637475
median	47761359
Q3	2.011195 × 10⁸
95-th percentile	1.5482252 × 10⁹
Maximum	2.2938669 × 10¹⁰
Range	2.2938379 × 10¹⁰
Interquartile range (IQR)	1.8848202 × 10⁸

Descriptive statistics

Standard deviation	1.0455654 × 10⁹
Coefficient of variation (CV)	3.177949
Kurtosis	96.403239
Mean	3.2900635 × 10⁸
Median Absolute Deviation (MAD)	42762743
Skewness	8.0893251
Sum	2.436292 × 10¹²
Variance	1.093207 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
676835	1	< 0.1%
2034879346	1	< 0.1%
232124187.2	1	< 0.1%
246782047.1	1	< 0.1%
4330911.61	1	< 0.1%
14091394.51	1	< 0.1%
23375983.03	1	< 0.1%
818483255.7	1	< 0.1%
284714061.8	1	< 0.1%
19209785.09	1	< 0.1%
Other values (7395)	7395	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
289754	1	< 0.1%
308073	1	< 0.1%
323340	1	< 0.1%
339398	1	< 0.1%
340255	1	< 0.1%
362135	1	< 0.1%
366799	1	< 0.1%
371442	1	< 0.1%
380610	1	< 0.1%
385853	1	< 0.1%

Value	Count	Frequency (%)
2.293866899 × 10¹⁰	1	< 0.1%
1.83297883 × 10¹⁰	1	< 0.1%
1.658856326 × 10¹⁰	1	< 0.1%
1.586695916 × 10¹⁰	1	< 0.1%
1.47341015 × 10¹⁰	1	< 0.1%
1.375038614 × 10¹⁰	1	< 0.1%
1.3150664 × 10¹⁰	1	< 0.1%
1.2750939 × 10¹⁰	1	< 0.1%
1.224592339 × 10¹⁰	1	< 0.1%
1.209284469 × 10¹⁰	1	< 0.1%

IRRF - RENDIMENTOS DO TRABALHO
Real number (ℝ)

UNIQUE

Distinct	7405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5925137 × 10⁸

Minimum	-74712501
Maximum	9.7563497 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	< 0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-74712501
5-th percentile	2801271.8
Q1	11493377
median	37101128
Q3	1.2973872 × 10⁸
95-th percentile	1.4454519 × 10⁹
Maximum	9.7563497 × 10⁹
Range	9.8310622 × 10⁹
Interquartile range (IQR)	1.1824534 × 10⁸

Descriptive statistics

Standard deviation	6.9845723 × 10⁸
Coefficient of variation (CV)	2.6941313
Kurtosis	30.431492
Mean	2.5925137 × 10⁸
Median Absolute Deviation (MAD)	31239571
Skewness	4.8708685
Sum	1.9197564 × 10¹²
Variance	4.8784251 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1084940	1	< 0.1%
2396983442	1	< 0.1%
163518601	1	< 0.1%
302177770.6	1	< 0.1%
6282491.83	1	< 0.1%
17029124.7	1	< 0.1%
34594147.74	1	< 0.1%
1014179275	1	< 0.1%
261589800	1	< 0.1%
20989718.14	1	< 0.1%
Other values (7395)	7395	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74712501	1	< 0.1%
-13309526	1	< 0.1%
-130560	1	< 0.1%
228616	1	< 0.1%
231281	1	< 0.1%
244970	1	< 0.1%
313435	1	< 0.1%
324703	1	< 0.1%
325888	1	< 0.1%
344657	1	< 0.1%

Value	Count	Frequency (%)
9756349736	1	< 0.1%
8648871034	1	< 0.1%
7928286209	1	< 0.1%
7309523966	1	< 0.1%
7059791297	1	< 0.1%
6900785699	1	< 0.1%
6680725125	1	< 0.1%
5805238472	1	< 0.1%
5692942112	1	< 0.1%
5614131188	1	< 0.1%

IRRF - RENDIMENTOS DO CAPITAL
Real number (ℝ)

Distinct	7403
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2859343 × 10⁸

Minimum	-1.8721384 × 10⁸
Maximum	1.4463375 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	9
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-1.8721384 × 10⁸
5-th percentile	79539.908
Q1	794282.11
median	3726924
Q3	24609891
95-th percentile	6.1352935 × 10⁸
Maximum	1.4463375 × 10¹⁰
Range	1.4650589 × 10¹⁰
Interquartile range (IQR)	23815609

Descriptive statistics

Standard deviation	5.7218516 × 10⁸
Coefficient of variation (CV)	4.4495676
Kurtosis	137.53805
Mean	1.2859343 × 10⁸
Median Absolute Deviation (MAD)	3556138.4
Skewness	9.722054
Sum	9.5223436 × 10¹¹
Variance	3.2739586 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13438	2	< 0.1%
16603	2	< 0.1%
27652	1	< 0.1%
2338234.12	1	< 0.1%
30162465.38	1	< 0.1%
76120903.66	1	< 0.1%
196981.57	1	< 0.1%
1795905.07	1	< 0.1%
1777802.32	1	< 0.1%
486571186.2	1	< 0.1%
Other values (7393)	7393	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-187213840.3	1	< 0.1%
-24571449	1	< 0.1%
-16711966.76	1	< 0.1%
-5810771.01	1	< 0.1%
-1282364	1	< 0.1%
-1016583	1	< 0.1%
-988882	1	< 0.1%
-142198	1	< 0.1%
-80675	1	< 0.1%
3937	1	< 0.1%

Value	Count	Frequency (%)
1.44633752 × 10¹⁰	1	< 0.1%
1.103565898 × 10¹⁰	1	< 0.1%
9357326591	1	< 0.1%
8928949421	1	< 0.1%
8596446922	1	< 0.1%
7966291318	1	< 0.1%
7381185557	1	< 0.1%
7214770855	1	< 0.1%
7153167541	1	< 0.1%
6945342239	1	< 0.1%

IRRF - REMESSAS P/ EXTERIOR
Real number (ℝ)

ZEROS

Distinct	7232
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64659141

Minimum	-2.59046 × 10⁸
Maximum	6.713613 × 10⁹
Zeros	167
Zeros (%)	2.3%
Negative	30
Negative (%)	0.4%
Memory size	115.7 KiB

Quantile statistics

Minimum	-2.59046 × 10⁸
5-th percentile	1350.4
Q1	145524.25
median	1650805.1
Q3	12969491
95-th percentile	2.992217 × 10⁸
Maximum	6.713613 × 10⁹
Range	6.972659 × 10⁹
Interquartile range (IQR)	12823967

Descriptive statistics

Standard deviation	3.0384997 × 10⁸
Coefficient of variation (CV)	4.6992578
Kurtosis	128.3029
Mean	64659141
Median Absolute Deviation (MAD)	1646728.1
Skewness	9.7133998
Sum	4.7880094 × 10¹¹
Variance	9.2324804 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167	2.3%
3709	2	< 0.1%
50	2	< 0.1%
107	2	< 0.1%
100	2	< 0.1%
5719	2	< 0.1%
401	2	< 0.1%
325	2	< 0.1%
2424414.55	1	< 0.1%
960757.13	1	< 0.1%
Other values (7222)	7222	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-259045996.4	1	< 0.1%
-22803113.7	1	< 0.1%
-1526698.73	1	< 0.1%
-715431	1	< 0.1%
-315331.3	1	< 0.1%
-267051	1	< 0.1%
-245886	1	< 0.1%
-127238	1	< 0.1%
-84114	1	< 0.1%
-69294	1	< 0.1%

Value	Count	Frequency (%)
6713613018	1	< 0.1%
6145975184	1	< 0.1%
5207429452	1	< 0.1%
4899769770	1	< 0.1%
4846939055	1	< 0.1%
4818325178	1	< 0.1%
3906045956	1	< 0.1%
3826409099	1	< 0.1%
3741085873	1	< 0.1%
3392502290	1	< 0.1%

IRRF - OUTROS RENDIMENTOS
Real number (ℝ)

Distinct	7403
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27172888

Minimum	-2555620
Maximum	9.3380086 × 10⁸
Zeros	2
Zeros (%)	< 0.1%
Negative	11
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-2555620
5-th percentile	126167.95
Q1	897225
median	3056655.4
Q3	11919649
95-th percentile	1.3879222 × 10⁸
Maximum	9.3380086 × 10⁸
Range	9.3635648 × 10⁸
Interquartile range (IQR)	11022424

Descriptive statistics

Standard deviation	82611965
Coefficient of variation (CV)	3.0402351
Kurtosis	37.532607
Mean	27172888
Median Absolute Deviation (MAD)	2709975.4
Skewness	5.6057086
Sum	2.0121523 × 10¹¹
Variance	6.8247368 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36121	2	< 0.1%
0	2	< 0.1%
30894	1	< 0.1%
991965.69	1	< 0.1%
2005713.95	1	< 0.1%
15587574.11	1	< 0.1%
35049770.86	1	< 0.1%
210109.67	1	< 0.1%
602388.49	1	< 0.1%
1724945.35	1	< 0.1%
Other values (7393)	7393	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2555620	1	< 0.1%
-897777	1	< 0.1%
-820010	1	< 0.1%
-802388	1	< 0.1%
-411891	1	< 0.1%
-141905.21	1	< 0.1%
-82490.1	1	< 0.1%
-70488	1	< 0.1%
-32989	1	< 0.1%
-5223	1	< 0.1%

Value	Count	Frequency (%)
933800860	1	< 0.1%
912120667.3	1	< 0.1%
854005675.6	1	< 0.1%
846955795.1	1	< 0.1%
820522199.4	1	< 0.1%
802941640.3	1	< 0.1%
799631949.1	1	< 0.1%
795127585.6	1	< 0.1%
791709092.9	1	< 0.1%
785582862.1	1	< 0.1%

IMPOSTO S/ OPERAÇÕES FINANCEIRAS
Real number (ℝ)

Distinct	7348
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82124864

Minimum	-268901
Maximum	3.7634486 × 10⁹
Zeros	37
Zeros (%)	0.5%
Negative	6
Negative (%)	0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-268901
5-th percentile	10294.4
Q1	238099.77
median	2043926.2
Q3	12587458
95-th percentile	3.6973822 × 10⁸
Maximum	3.7634486 × 10⁹
Range	3.7637175 × 10⁹
Interquartile range (IQR)	12349358

Descriptive statistics

Standard deviation	3.4386167 × 10⁸
Coefficient of variation (CV)	4.1870593
Kurtosis	48.711753
Mean	82124864
Median Absolute Deviation (MAD)	2006597.2
Skewness	6.5479113
Sum	6.0813462 × 10¹¹
Variance	1.1824085 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	0.5%
2	4	0.1%
1	4	0.1%
200604.38	3	< 0.1%
6	3	< 0.1%
4	2	< 0.1%
35	2	< 0.1%
880	2	< 0.1%
949	2	< 0.1%
11953	2	< 0.1%
Other values (7338)	7344	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-268901	1	< 0.1%
-264290	1	< 0.1%
-181961	1	< 0.1%
-123276	1	< 0.1%
-34299	1	< 0.1%
-242	1	< 0.1%
0	37	0.5%
0.73	1	< 0.1%
1	4	0.1%
1.27	1	< 0.1%

Value	Count	Frequency (%)
3763448587	1	< 0.1%
3752569213	1	< 0.1%
3714614551	1	< 0.1%
3694651441	1	< 0.1%
3649459694	1	< 0.1%
3647427369	1	< 0.1%
3644651338	1	< 0.1%
3559174044	1	< 0.1%
3544200799	1	< 0.1%
3507794694	1	< 0.1%

IMPOSTO TERRITORIAL RURAL
Real number (ℝ)

Distinct	7400
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3256393.4

Minimum	-17756226
Maximum	3.7514995 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-17756226
5-th percentile	22078.142
Q1	87348.5
median	305548.93
Q3	1180282
95-th percentile	11429337
Maximum	3.7514995 × 10⁸
Range	3.9290617 × 10⁸
Interquartile range (IQR)	1092933.5

Descriptive statistics

Standard deviation	16346013
Coefficient of variation (CV)	5.0196677
Kurtosis	166.11667
Mean	3256393.4
Median Absolute Deviation (MAD)	260837.52
Skewness	11.55588
Sum	2.4113593 × 10¹⁰
Variance	2.6719213 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20272	2	< 0.1%
34926	2	< 0.1%
59130.44	2	< 0.1%
1257459	2	< 0.1%
45571	2	< 0.1%
28447	1	< 0.1%
110038.84	1	< 0.1%
3002619.13	1	< 0.1%
354475.99	1	< 0.1%
86217.59	1	< 0.1%
Other values (7390)	7390	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17756225.7	1	< 0.1%
-378931.78	1	< 0.1%
1034	1	< 0.1%
1261	1	< 0.1%
1471	1	< 0.1%
1735	1	< 0.1%
1862	1	< 0.1%
1948	1	< 0.1%
2142	1	< 0.1%
2432	1	< 0.1%

Value	Count	Frequency (%)
375149946.2	1	< 0.1%
326509783.3	1	< 0.1%
278534088.6	1	< 0.1%
278195244.6	1	< 0.1%
265854569.2	1	< 0.1%
265208783.9	1	< 0.1%
257050943.5	1	< 0.1%
241187976	1	< 0.1%
240635534.8	1	< 0.1%
234379972.6	1	< 0.1%

CPMF
Real number (ℝ)

ZEROS

Distinct	3465
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22708378

Minimum	-3496452
Maximum	2.332493 × 10⁹
Zeros	3904
Zeros (%)	52.7%
Negative	21
Negative (%)	0.3%
Memory size	115.7 KiB

Quantile statistics

Minimum	-3496452
5-th percentile	0
Q1	0
median	0
Q3	120796
95-th percentile	29366538
Maximum	2.332493 × 10⁹
Range	2.3359895 × 10⁹
Interquartile range (IQR)	120796

Descriptive statistics

Standard deviation	1.5574414 × 10⁸
Coefficient of variation (CV)	6.8584439
Kurtosis	89.543672
Mean	22708378
Median Absolute Deviation (MAD)	0
Skewness	9.0487173
Sum	1.6815554 × 10¹¹
Variance	2.4256236 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3904	52.7%
3	5	0.1%
2	5	0.1%
13	4	0.1%
1	4	0.1%
11	3	< 0.1%
4	3	< 0.1%
4.4	2	< 0.1%
3.55	2	< 0.1%
2.22	2	< 0.1%
Other values (3455)	3471	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3496452	1	< 0.1%
-689387.77	1	< 0.1%
-539556.07	1	< 0.1%
-462872.33	1	< 0.1%
-93831	1	< 0.1%
-19349	1	< 0.1%
-6724.97	1	< 0.1%
-6246.26	1	< 0.1%
-4589	1	< 0.1%
-4159.58	1	< 0.1%

Value	Count	Frequency (%)
2332493003	1	< 0.1%
2115947222	1	< 0.1%
1963922063	1	< 0.1%
1955364442	1	< 0.1%
1954329648	1	< 0.1%
1951592433	1	< 0.1%
1919379762	1	< 0.1%
1906244544	1	< 0.1%
1891848620	1	< 0.1%
1886036977	1	< 0.1%

COFINS
Real number (ℝ)

ZEROS

Distinct	865
Distinct (%)	11.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13870757

Minimum	0
Maximum	2.2990327 × 10⁹
Zeros	6541
Zeros (%)	88.3%
Negative	0
Negative (%)	0.0%
Memory size	115.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	44282787
Maximum	2.2990327 × 10⁹
Range	2.2990327 × 10⁹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.06352 × 10⁸
Coefficient of variation (CV)	7.6673538
Kurtosis	218.95912
Mean	13870757
Median Absolute Deviation (MAD)	0
Skewness	13.762957
Sum	1.0271296 × 10¹¹
Variance	1.1310749 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6541	88.3%
12497742	1	< 0.1%
77483367	1	< 0.1%
82672759	1	< 0.1%
41700784	1	< 0.1%
207662579	1	< 0.1%
39593451	1	< 0.1%
44259039	1	< 0.1%
10927270	1	< 0.1%
16987432	1	< 0.1%
Other values (855)	855	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6541	88.3%
1049745	1	< 0.1%
1104880	1	< 0.1%
1182289	1	< 0.1%
1184166	1	< 0.1%
1235857	1	< 0.1%
1245292	1	< 0.1%
1264476	1	< 0.1%
1265317	1	< 0.1%
1276739	1	< 0.1%

Value	Count	Frequency (%)
2299032749	1	< 0.1%
2172645500	1	< 0.1%
2082164034	1	< 0.1%
1982544199	1	< 0.1%
1963930514	1	< 0.1%
1854137053	1	< 0.1%
1824938828	1	< 0.1%
1798997045	1	< 0.1%
1766307245	1	< 0.1%
1742924592	1	< 0.1%

TOTAL_ARRECADADO
Real number (ℝ)

UNIQUE

Distinct	7405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2834832 × 10⁹

Minimum	-4598430
Maximum	5.9264196 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	115.7 KiB

Quantile statistics

Minimum	-4598430
5-th percentile	9853920.7
Q1	45032179
median	1.7614687 × 10⁸
Q3	7.5663996 × 10⁸
95-th percentile	5.9467391 × 10⁹
Maximum	5.9264196 × 10¹⁰
Range	5.9268794 × 10¹⁰
Interquartile range (IQR)	7.1160778 × 10⁸

Descriptive statistics

Standard deviation	3.6326802 × 10⁹
Coefficient of variation (CV)	2.8303295
Kurtosis	47.918177
Mean	1.2834832 × 10⁹
Median Absolute Deviation (MAD)	1.5735777 × 10⁸
Skewness	6.0213843
Sum	9.5041928 × 10¹²
Variance	1.3196366 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4093028	1	< 0.1%
1.400689386 × 10¹⁰	1	< 0.1%
1211339783	1	< 0.1%
1342850050	1	< 0.1%
15345504.7	1	< 0.1%
49076551.1	1	< 0.1%
91218919.42	1	< 0.1%
3778946911	1	< 0.1%
1428463844	1	< 0.1%
62322140.23	1	< 0.1%
Other values (7395)	7395	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4598430	1	< 0.1%
1448301	1	< 0.1%
2248717	1	< 0.1%
2527280	1	< 0.1%
2593022	1	< 0.1%
2643737	1	< 0.1%
2688890	1	< 0.1%
2782447	1	< 0.1%
2833090	1	< 0.1%
2885882	1	< 0.1%

Value	Count	Frequency (%)
5.926419576 × 10¹⁰	1	< 0.1%
4.977299346 × 10¹⁰	1	< 0.1%
4.343079737 × 10¹⁰	1	< 0.1%
4.241576987 × 10¹⁰	1	< 0.1%
3.975068897 × 10¹⁰	1	< 0.1%
3.872979259 × 10¹⁰	1	< 0.1%
3.795893113 × 10¹⁰	1	< 0.1%
3.661483248 × 10¹⁰	1	< 0.1%
3.622393744 × 10¹⁰	1	< 0.1%
3.609743056 × 10¹⁰	1	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Ano	Mês	UF	IMPOSTO SOBRE IMPORTAÇÃO	IMPOSTO SOBRE EXPORTAÇÃO	IPI - FUMO	IPI - BEBIDAS	IPI - AUTOMÓVEIS	IPI - VINCULADO À IMPORTACAO	IPI - OUTROS	IRPF	IRPJ - ENTIDADES FINANCEIRAS	IRPJ - DEMAIS EMPRESAS	IRRF - RENDIMENTOS DO TRABALHO	IRRF - RENDIMENTOS DO CAPITAL	IRRF - REMESSAS P/ EXTERIOR	IRRF - OUTROS RENDIMENTOS	IMPOSTO S/ OPERAÇÕES FINANCEIRAS	IMPOSTO TERRITORIAL RURAL	CPMF	COFINS	TOTAL_ARRECADADO
0	2000	Janeiro	AC	231.0	0.0	292096.0	0.0	0.0	167.0	1558.0	177197.0	643.0	676835.0	1084940.0	27652.0	570.0	30894.0	1220.0	28447.0	103.0	1770475.0	4093028.0
1	2000	Janeiro	AL	475088.0	33873.0	1329338.0	812470.0	0.0	141735.0	3676847.0	460804.0	561.0	2672106.0	4454947.0	544056.0	191382.0	309573.0	26939.0	4252539.0	97248.0	7493570.0	26973076.0
2	2000	Janeiro	AM	11679405.0	0.0	1507146.0	1791471.0	27796.0	4414483.0	1800346.0	700623.0	90828.0	10058713.0	10174718.0	1241708.0	3580022.0	1029164.0	843881.0	40171.0	832562.0	44000981.0	93814018.0
3	2000	Janeiro	AP	24267.0	0.0	424862.0	1419.0	321.0	22333.0	12165.0	139226.0	44135.0	586572.0	1444486.0	205031.0	5825.0	34602.0	6999.0	6477.0	0.0	1682102.0	4640822.0
4	2000	Janeiro	BA	10476457.0	13.0	5542123.0	11533707.0	0.0	7496476.0	23743858.0	2498647.0	177378.0	25695696.0	27277025.0	13374802.0	2302766.0	2022200.0	1218485.0	2446535.0	11923442.0	81027229.0	228756839.0
5	2000	Janeiro	CE	5576921.0	0.0	4535653.0	3148254.0	0.0	1734529.0	3716458.0	1971500.0	59874.0	13247447.0	15940490.0	6311419.0	948600.0	1941958.0	745659.0	114393.0	4547426.0	36892799.0	101433380.0
6	2000	Janeiro	DF	2254341.0	43.0	3197500.0	2777942.0	0.0	2079272.0	2433339.0	3067374.0	3913461.0	71582680.0	257391352.0	124316928.0	7145075.0	35581549.0	22472279.0	64578.0	240726401.0	141910257.0	920914371.0
7	2000	Janeiro	ES	31950799.0	0.0	3598736.0	20408.0	1503039.0	26840430.0	4036463.0	1620843.0	2542.0	29105465.0	9380778.0	10515327.0	4717282.0	1703727.0	491261.0	1563052.0	28681.0	49157907.0	176236740.0
8	2000	Janeiro	GO	3747911.0	0.0	3236092.0	5064141.0	1091185.0	986314.0	2654994.0	1401385.0	45754.0	18823998.0	13094463.0	6275215.0	132749.0	1043647.0	638840.0	2269467.0	3912150.0	47986002.0	112404307.0
9	2000	Janeiro	MA	1714749.0	69.0	1124738.0	4061569.0	0.0	206691.0	484436.0	479170.0	4832.0	3251185.0	4149532.0	781569.0	1130.0	289120.0	86071.0	593391.0	612313.0	9654439.0	27495004.0

	Ano	Mês	UF	IMPOSTO SOBRE IMPORTAÇÃO	IMPOSTO SOBRE EXPORTAÇÃO	IPI - FUMO	IPI - BEBIDAS	IPI - AUTOMÓVEIS	IPI - VINCULADO À IMPORTACAO	IPI - OUTROS	IRPF	IRPJ - ENTIDADES FINANCEIRAS	IRPJ - DEMAIS EMPRESAS	IRRF - RENDIMENTOS DO TRABALHO	IRRF - RENDIMENTOS DO CAPITAL	IRRF - REMESSAS P/ EXTERIOR	IRRF - OUTROS RENDIMENTOS	IMPOSTO S/ OPERAÇÕES FINANCEIRAS	IMPOSTO TERRITORIAL RURAL	TOTAL_ARRECADADO
7847	2024	Março	PI	1.080297e+07	-1.80	0.000000e+00	1710526.75	0.000000e+00	4.311223e+06	2.129538e+06	1.310838e+07	1.115296e+04	4.492228e+07	3.768966e+07	1.758334e+06	2.981880e+06	4.110460e+06	2.214084e+05	965411.20	1.247232e+08
7848	2024	Março	RJ	2.265810e+08	18741.06	5.774848e+05	10266135.40	3.083134e+07	1.012351e+08	1.230349e+08	2.230489e+08	2.579138e+08	4.913295e+09	2.388072e+09	2.632400e+09	6.509999e+08	1.581961e+08	2.913355e+08	1158120.57	1.200896e+10
7849	2024	Março	RN	6.531258e+06	-3.05	7.260000e+00	418137.21	5.431790e+03	2.491648e+06	2.535647e+06	1.449881e+07	6.778428e+05	5.258138e+07	6.143646e+07	4.437379e+06	2.109778e+06	3.804874e+06	1.456330e+06	187905.94	1.531729e+08
7850	2024	Março	RS	1.198907e+08	2338.78	1.623147e+08	17229136.82	1.669087e+07	1.150825e+08	2.306029e+08	1.420642e+08	3.163137e+07	6.183760e+08	7.526882e+08	1.632696e+08	7.807834e+07	5.847474e+07	2.025337e+08	3581625.90	2.712511e+09
7851	2024	Março	RO	4.259459e+07	-92.43	0.000000e+00	15936.01	3.236959e+04	1.686069e+07	7.335857e+06	8.798839e+06	4.372943e+05	2.520413e+07	3.613082e+07	6.921385e+06	3.214756e+05	1.361129e+06	1.714452e+07	886899.63	1.640458e+08
7852	2024	Março	RR	4.176311e+04	0.00	0.000000e+00	0.00	0.000000e+00	1.313218e+04	8.405307e+04	2.931498e+06	3.858670e+03	1.035559e+07	1.296915e+07	3.032121e+05	2.007814e+04	8.286758e+05	1.256391e+05	115602.22	2.779224e+07
7853	2024	Março	SC	1.145658e+09	-2721.89	8.276000e+01	10385020.78	3.971773e+07	4.199974e+08	3.143088e+08	9.483545e+07	1.801126e+07	7.018191e+08	4.223393e+08	9.516803e+07	5.891456e+07	3.185204e+07	8.297521e+07	951322.26	3.436930e+09
7854	2024	Março	SP	1.778419e+09	38203.15	2.386842e+06	51120764.98	2.273373e+08	5.498449e+08	1.233497e+09	7.106990e+08	1.527903e+09	7.063112e+09	7.309524e+09	6.538369e+09	2.754760e+09	8.540057e+08	3.544201e+09	18847271.31	3.416406e+10
7855	2024	Março	SE	5.666047e+06	1872.38	3.309714e+05	1262320.15	0.000000e+00	1.161892e+06	8.561310e+06	1.039469e+07	2.975598e+06	3.226274e+07	3.525751e+07	4.082837e+06	1.676212e+06	3.330496e+06	5.288795e+06	77990.46	1.123313e+08
7856	2024	Março	TO	4.609480e+06	-0.01	0.000000e+00	2070.37	0.000000e+00	1.609433e+06	8.335072e+05	6.547910e+06	1.875666e+04	4.392847e+07	2.059676e+07	7.263769e+05	8.403451e+05	1.262365e+06	4.524017e+05	1476992.19	8.290487e+07

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Missing values

Sample